Machine learning and probabilistic graphical models for decision support systems
"This book presents recent advancements of research, new methods and techniques, and applications in decision support systems (DSS) with Machine Learning and Probabilistic Graphical Models. The book undertakes to stimulate scientific exchange, ideas, and experiences in the field of DSS applications. Researchers, postgraduate students, and practitioners alike will benefit from this book to enhance the understanding of machine learning, Probabilistic Graphical Models, and their use in DSS in the …
Read More ↓Title Statements
- Full title :Machine learning and probabilistic graphical models for decision support systems / editor Kim Phuc Tran, Division of Automation and Industrial Informatics, ENSAIT, Roubaix, France.
Summary
"This book presents recent advancements of research, new methods and techniques, and applications in decision support systems (DSS) with Machine Learning and Probabilistic Graphical Models. The book undertakes to stimulate scientific exchange, ideas, and experiences in the field of DSS applications. Researchers, postgraduate students, and practitioners alike will benefit from this book to enhance the understanding of machine learning, Probabilistic Graphical Models, and their use in DSS in the context of decision making with uncertainty. The real-world case studies in various fields with guidance and recommendations for the practical applications are introduced in each chapter"--
Read More ↓Edition Statements
- Publication Date:2022.
- Edition:First edition
Publication Statements
- Publisher(s):CRC Press
- Place of Publication:Boca Raton, FL
- Language:eng
- Publication Date:2022.
The Physical Object
- Description:1 online resource.
Edition Identifiers
- ISBN:9781003189886, 1003189881, 9781000771466, 1000771466, 9781000771442, 100077144X
- DOI:10.1201/9781003189886
- oclc:on1336502021
- LC Classification:T58.62
- Dewey Decimal:658.4/038
Table of Contents
Decision support systems for healthcare based on probabilistic graphical models : a survey and perspective / Ali Raza, Kim Phuc Tran, Ludovic Koehl and Shujun Li -- Decision support systems for anomaly detection with the applications in smart manufacturing : a survey and perspective / Quoc-Thông Nguyen, Tung Nhi Tran, Cédric Heuchenne and Kim Phuc Tran -- Decision support system for complex systems risk assessment with Bayesian / Ayeley Tchangani.
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